Technology and Tech Culture + Education, Work, Career

Exploring and finding insights for questions 7 to 17 + 18 to 33

TODO

Open Questions

Solved Questions

Some Key Observations

A more detailed look

There are enough professional developers and students so that we could contrast them.

Technology and Tech Culture

Q7. How frequently do you learn a new language or framework?

All Respondents

Professional Developers

Students

Q14. What is the primary operating system in which you work?

All Respondents

Professional Developers

Students

Q15. In which operating system would you rather work?

All Respondents

Professional Developers

Students

Q16. What level of influence do you, personally, have over new technology purchases at your organization?

Q17. When buying a new tool or software, how do you discover and research available solutions? Select all that apply.

Education, Work and Career

Q18. Which of the following best describes the highest level of formal education that you have completed?

All Respondents

Professional Developers

Students

Q19. What was your primary field of study?

All Respondents

Professional Developers

Students

Q20. How important is a formal education, such as a university degree in computer science, to your career?

All Respondents

Professional Developers

Students

Q21. From Q18, if you could go back and change your educational path (but end up in the same career), what would you change?

                                                                                                                                   change_edu_21
1                                                                                                                           Approach to learning
2                                                                                                                     Business or graphic design
3                                                                                                                               change my school
4                                                                                                 Combination of modules I select for the course
5                                                                                                                                     Curriculum
6                                                                                                                                 field of study
7                                                                                                                      How I learned programming
8                                                                                                                     How the courses are taught
9                                                                                                              I will change the course I chose.
10                                                                                                I woud have added something else to my studies
11                                                                                                                   I woud not go to university
12                                                            I would change my programme of study to computer science, or software engineering.
13                                                                                                         I would select information technology
14                                                                                                                I would study Computer Science
15 I'd probably have studied general arts in senior high, then turned the Computer Science department ict labs into my playground in University.
16                                                                     I'll do electronic and electrical engineering instead of computer science
17                                                                                                               In the university at the moment
18                                                                                                                      learn more independently
19                                                                                                                     learn programming earlier
20                                                                                                                                 Master degree
21                                                                                                                          Material engineering
22                                                                                                                     More Focus on Mathematics
23                                                                                                                           more practical work
24                                                                        My choice of course in high school because i was a visual arts student
25                                                                                                              My Choice of university of study
26                                                                                                                                  My Education
27                                                                                                                My final year elective courses
28                                                                                                                       My tertiary institution
29                                                                                                                                       Nothing
30                                                                  Tech entrepreneurship should be a course to understand the business of tech.
31                                                                                                       The business course in secondary school
32                                                                                                                   The learning platforms used
33                                                                                                          The non practical aspects of studies
34                                                                         The program of study. I would probably take a computer science course
35                                                                                                  Will advocate for modern trends to be taught
36                                                                                                                 Would do computer engineering
37                                                                                                                                           Yes
38                                                                                                                                          <NA>
     n        perc perc_label
1    1 0.003676471       0.4%
2    1 0.003676471       0.4%
3    3 0.011029412       1.1%
4    1 0.003676471       0.4%
5    1 0.003676471       0.4%
6    1 0.003676471       0.4%
7    1 0.003676471       0.4%
8    1 0.003676471       0.4%
9    1 0.003676471       0.4%
10   7 0.025735294       2.6%
11   4 0.014705882       1.5%
12   1 0.003676471       0.4%
13   1 0.003676471       0.4%
14  12 0.044117647       4.4%
15   1 0.003676471       0.4%
16   1 0.003676471       0.4%
17   1 0.003676471       0.4%
18   6 0.022058824       2.2%
19   6 0.022058824       2.2%
20   3 0.011029412       1.1%
21   1 0.003676471       0.4%
22   7 0.025735294       2.6%
23   6 0.022058824       2.2%
24   1 0.003676471       0.4%
25   1 0.003676471       0.4%
26   1 0.003676471       0.4%
27   1 0.003676471       0.4%
28   1 0.003676471       0.4%
29  52 0.191176471      19.1%
30   1 0.003676471       0.4%
31   1 0.003676471       0.4%
32   1 0.003676471       0.4%
33   1 0.003676471       0.4%
34   1 0.003676471       0.4%
35   1 0.003676471       0.4%
36   1 0.003676471       0.4%
37   7 0.025735294       2.6%
38 133 0.488970588      48.9%

Q22. How satisfied are you with your current job? (If you work multiple jobs, answer for one you spend the most hours on.)

Q23. Approximately how many people are employed by the company or organization you currently work for?

Q24. On average, how many hours per week do you work? Please enter a whole number in the box.

   weekly_work_hours_24  n        perc perc_label
1                     0  2 0.007352941       0.7%
2                     2  1 0.003676471       0.4%
3                     4  4 0.014705882       1.5%
4                     5  4 0.014705882       1.5%
5                     6  7 0.025735294       2.6%
6                     7  1 0.003676471       0.4%
7                     8  6 0.022058824       2.2%
8                     9  6 0.022058824       2.2%
9                    10  4 0.014705882       1.5%
10                   12  4 0.014705882       1.5%
11                   15  1 0.003676471       0.4%
12                   19  1 0.003676471       0.4%
13                   20  6 0.022058824       2.2%
14                   21  1 0.003676471       0.4%
15                   24  2 0.007352941       0.7%
16                   25  5 0.018382353       1.8%
17                   28  1 0.003676471       0.4%
18                   30 16 0.058823529       5.9%
19                   32  3 0.011029412       1.1%
20                   35  2 0.007352941       0.7%
21                   36  1 0.003676471       0.4%
22                   37  1 0.003676471       0.4%
23                   40 55 0.202205882      20.2%
24                   42  1 0.003676471       0.4%
25                   45  9 0.033088235       3.3%
26                   46  1 0.003676471       0.4%
27                   47  1 0.003676471       0.4%
28                   48  5 0.018382353       1.8%
29                   50 18 0.066176471       6.6%
30                   52  2 0.007352941       0.7%
31                   54  1 0.003676471       0.4%
32                   55  2 0.007352941       0.7%
33                   56  2 0.007352941       0.7%
34                   60 15 0.055147059       5.5%
35                   63  1 0.003676471       0.4%
36                   70  2 0.007352941       0.7%
37                   72  1 0.003676471       0.4%
38                   75  1 0.003676471       0.4%
39                   78  1 0.003676471       0.4%
40                   80  1 0.003676471       0.4%
41                   84  1 0.003676471       0.4%
42                   90  1 0.003676471       0.4%
43                   98  2 0.007352941       0.7%
44                  100  3 0.011029412       1.1%
45                  105  1 0.003676471       0.4%
46                  120  2 0.007352941       0.7%
47                   NA 64 0.235294118      23.5%

Q25. How often do you work overtime or beyond the formal time expectation of your job?

Q26. Do you think your company has a good on-boarding process? (By on-boarding, we mean the structured process of getting you settled in to your new role at a company)

Q27. How could on-boarding at your company be improved?

                                                                                                          improve_onboarding_27
1                                                                           A little interview on the chosen choice of language
2                                                                                     A standardized structure for onboard ding
3                                                                                             Adequate funds for the right role
4                                                                                    Assign mentors to newly assigned employees
5                                                                                                       Better background check
6                                                                           By applying more practical tests for the individual
7                                                       By clearly defining the core functions of the various units/departments
8                                                                                    By defining a structure in the first place
9                                                                                              By establishing an HR Department
10                                                        By improving the organisational structure to facilitate the work flow
11                                                                                                            Capacity building
12                                                                                                                Communication
13 Company needs to allow the organisational structures to work without interference and clear task to be assigned to new hires
14                                     Could have someone to take me through the code instead of having to understand it myself
15                                                                                Dedicated staff to handle on boarding process
16                                                                 Developing better internship systems for prospective workers
17                                                                                                      Documenting a structure
18                                                                                                           External trainings
19                                                                                 Have orientation sessions before on-boarding
20                                                                                         Having a standard onboarding process
21                                                                                                      I am quitting after nss
22                                                                                                                 I don't know
23                                                                     I think just keep doing what they're doing will suffice.
24                                                                                                                 I’m not sure
25                                                                                         Improve the organizational structure
26                                                                                                                inclusiveness
27                                                                                            It's great. Nothing comes to mind
28                                                                                                                    It’s fine
29                                                                                                                It’s the best
30                                                                                           Job positions should be made known
31                                     Let IT help desk raise tickets for each unit responsible for delivering into the process
32                                                                                                                         more
33                                                                                                        More coding workshops
34                                                                                                   More documentation of code
35                                                                                                              More employment
36                                                                                                     More focus on developers
37                                                                                               More innovation and creativity
38                                                                                                  More interaction with leads
39                                       More specific training to understand fully the role as opposed to general orientation.
40                                                                                                                          N/A
41                                                                                                            Need new machines
42                                                                                                                      No idea
43                                                                                                                         None
44                                                                                                     Not working in a company
45                                                                                                Observation through hard work
46                                                                                                Orientation for new employees
47                        Pair a new developer with developer skilled in his art within the organization and is willing to help
48                                                                                   Proper documentation of existing softwares
49                                                                                       Proper documentation of infrastructure
50                                                                Providing mentorship and an enabling environment for learning
51                                                                                                       Retention of talents..
52                                                                               Roles could be properly defined and documented
53                                    Roles need to be well spelt out and every necessary document handed before start of work.
54         Scripts to set up devices, documentation of help new team members familiarize themselves with the different projects
55                                                                                     Set the expectations on the role earlier
56                                   set up a tutorial on the stack being used, architecture and how the development cycle goes
57                                                             Slower rollout. Everything happens too fast, so it doesn't stick
58                                                                                                Structured Onboarding program
59                                                                             The best I have encounter, won't change a thing.
60                                                                                          There is no nee for any improvement
61                                                                                                            Through IT skills
62                                                                                                          Through orientation
63                                                                                                     to employee more workers
64                                                                      Training in specific fields should be better encouraged
65                                                                                                         With some experience
66                                                                                                                         <NA>
     n        perc perc_label
1    1 0.003676471       0.4%
2    1 0.003676471       0.4%
3    1 0.003676471       0.4%
4    1 0.003676471       0.4%
5    1 0.003676471       0.4%
6    1 0.003676471       0.4%
7    1 0.003676471       0.4%
8    1 0.003676471       0.4%
9    1 0.003676471       0.4%
10   1 0.003676471       0.4%
11   1 0.003676471       0.4%
12   1 0.003676471       0.4%
13   1 0.003676471       0.4%
14   1 0.003676471       0.4%
15   1 0.003676471       0.4%
16   1 0.003676471       0.4%
17   1 0.003676471       0.4%
18   1 0.003676471       0.4%
19   1 0.003676471       0.4%
20   1 0.003676471       0.4%
21   1 0.003676471       0.4%
22   1 0.003676471       0.4%
23   1 0.003676471       0.4%
24   1 0.003676471       0.4%
25   1 0.003676471       0.4%
26   1 0.003676471       0.4%
27   1 0.003676471       0.4%
28   1 0.003676471       0.4%
29   1 0.003676471       0.4%
30   1 0.003676471       0.4%
31   1 0.003676471       0.4%
32   1 0.003676471       0.4%
33   1 0.003676471       0.4%
34   1 0.003676471       0.4%
35   1 0.003676471       0.4%
36   1 0.003676471       0.4%
37   1 0.003676471       0.4%
38   1 0.003676471       0.4%
39   1 0.003676471       0.4%
40   2 0.007352941       0.7%
41   1 0.003676471       0.4%
42   1 0.003676471       0.4%
43   2 0.007352941       0.7%
44   1 0.003676471       0.4%
45   1 0.003676471       0.4%
46   1 0.003676471       0.4%
47   1 0.003676471       0.4%
48   1 0.003676471       0.4%
49   1 0.003676471       0.4%
50   1 0.003676471       0.4%
51   1 0.003676471       0.4%
52   1 0.003676471       0.4%
53   1 0.003676471       0.4%
54   1 0.003676471       0.4%
55   1 0.003676471       0.4%
56   1 0.003676471       0.4%
57   1 0.003676471       0.4%
58   1 0.003676471       0.4%
59   1 0.003676471       0.4%
60   1 0.003676471       0.4%
61   1 0.003676471       0.4%
62   1 0.003676471       0.4%
63   1 0.003676471       0.4%
64   1 0.003676471       0.4%
65   1 0.003676471       0.4%
66 205 0.753676471      75.4%

Q28. How much is your monthly salary in Ghana Cedis?

Q29. Which of the following best describes your current job-seeking status?

Q30. In general, what drives you to look for a new job? Select all that apply.

All Respondents

Professional Developers

Students

Q31. When job searching, how do you learn more about a company? Select all that apply.

Q32. Are you a member of any other online/offline developer communities?

Q33. Developer communities you are a member of

                                                                                                   which_dev_community_33
1                                                                                                   Accra .NET User Group
2                                                                                                   Aenics;Diversity Tech
3                                                                                               Andela Learning Community
4                                                          Andela Learning Community;DevCongress;Laravel Developers Ghana
5                       Arduino developer community;Raspberry pi developer community;Stack Exchange;Tensorflow developers
6                                                                                     AWS Accra Meetup;Hacklab Foundation
7                                                                                               Azubi Africa;Python Ghana
8                                                                                                                    Code
9                                                                                                                CodeHive
10                                                                                                               Codewars
11                                                                                                     Dev.to;DevCongress
12                                                                                               Dev.to;HackerRank;GitHub
13                                                                                                            DevCongress
14                                                          DevCongress;Developers in Vogue;Python Ghana;Women TechMakers
15                                                                                  DevCongress;Facebook Developer Circle
16                                                           DevCongress;Facebook Developer Circle;Google Developer Group
17                                                                                              DevCongress;Flutter Ghana
18                                                                           DevCongress;Hacklab Foundation;Codnetlab;AIA
19                                                                                                   DevCongress;js space
20                                                                                             DevCongress;PyLadies Ghana
21                                                                                               DevCongress;Python Ghana
22                                                                           DevCongress;Stack Overflow;Clever programmer
23                                                            DevCongress;Video Game Developers Ghana;Unity User Group GH
24                                                                                         Developer Student Club - KNUST
25                                                                Developer Student Club - KNUST;Creativity Group - KNUST
26                                                              Developer Student Club - University of Ghana;Django Girls
27                                                                  Developer Student Club;Developer Student Club - KNUST
28                                                                                 Developer Student Club;IoT Network Hub
29                                                                                  Developer Student Club;PyLadies Ghana
30                                                                                                    Developers in Vogue
31                                                                      Developers in Vogue;Google Developer Student Club
32                                                  Developers in Vogue;Hacklab Foundation;Developer Student Club - KNUST
33                                                       Developers in Vogue;PyLadies Ghana;Facebook Developer Circle;DSG
34                                                       Django Girls;Facebook Developer Circle;Andela Learning Community
35                                                                     Everything Javascript;Node.js;Vue js;Curious class
36                                                                                              Facebook Developer Circle
37                                                                                  Facebook Developer Circle;DevCongress
38                                                           Facebook Developer Circle;DevCongress;Google Developer Group
39                                                          Facebook Developer Circle;DevCongress;Google Developers Group
40                     Facebook Developer Circle;Developers in Vogue;Google Women Techmakers Accra;Google Developer Group
41                                                   Facebook Developer Circle;Google Andela Accra;Google Developer Group
42                                                                       Facebook Developer Circle;Google Developer Group
43                                            Facebook Developer Circle;Google Developer Group;CodeTrain;AVS devs;CWT;BSG
44                  Flutter Ghana;Andela Learning Community;Facebook Developer Circle;DevCongress;Android Community Ghana
45                                                    Flutter Ghana;Angular Discord;Knust flutter;SoloLearn;Flutter Ghana
46                    Flutter Ghana;Laravel Developers Ghana;Ghana Developers Group;Andela Learning Community;UI/UX Ghana
47                                                                                             Flutter Ghana;Python Ghana
48                                                                                                           freeCodeCamp
49                                                                                                 freeCodeCamp;SoloLearn
50                                                                                     freeCodeCamp;Stack Overflow;Reddit
51                                                                                                                   GADS
52                                                                          GADS;React / React Native Communities;Gophers
53                                                                                                                    GDC
54                                                                                                         Geek for Geeks
55                                                                                               Ghana Developers Network
56                                                                                                  Ghana Game Developers
57                                                                         Ghana ladies in tech;Facebook Developer Circle
58                                                                                                                 GitHub
59                                                                                                           Github KNUST
60                                                                                            GitHub;Slack;Stack Overflow
61                                                                                                  GitHub;Stack Overflow
62                             GitHub;Stack Overflow;freeCodeCamp;Reddit;Dev.to;Google Developer Group;Hacklab Foundation
63                                                                                                 Google Developer Group
64                                                                  Google Developer Group;Developer Student Club - KNUST
65                      Google Developer Group;Hacklab Foundation;Kumasi konnect;IoT Network Hub;Global startup ecosystem
66                                                                           Google Developer Group;Kumasi Tech Community
67                                                                                          Google Developer Student Club
68                                                                            Google Developer Student Club;Flutter Ghana
69                Google Developers Group;Developer Student Club;Facebook Developer Circle;DevCongress;Hacklab Foundation
70                                                                                                     Hacklab Foundation
71                                                                                         Hacklab Foundation;DevCongress
72                                                               Hacklab Foundation;DevCongress;Facebook Developer Circle
73                                                                                    Hacklab Foundation;Ghana Developers
74                                Hacklab Foundation;Ghana Tech Lab;Ho Node Hub;Facebook Developer Circle;IoT Network Hub
75                                   Hacklab Foundation;Ghana Tech Lab;IOT Network Hub;Flutter Ghana;js space;Ho Node Hub
76                               Hacklab Foundation;Google Developer Group;Facebook Developer Circle;Wikimedia Developers
77                                                                                   Hacklab Foundation;iSpace Foundation
78                                         Hacklab Foundation;Laravel Developers Ghana;DevCongress;Google Developer Group
79                                                               Hacklab Foundation;PyLadies Ghana;Google Developer Group
80                                                                                                            Ho Node Hub
81                                                                                                      HTU Developer Hub
82                                                                                                      icrate IT systems
83                                                                    IOT Network Hub;Ghana Tech Lab;Accra Power platform
84                                                                                            Java Developers on linkedin
85                                                                 K.B.O. Dev Support Group;BarcampGhana;Ghana Developers
86                                                                 Kodex World(online whatsapp);Facebook Developer Circle
87                                                                      Kumasi Developer Community;Mozilla Campus Network
88                                                                                               Laravel Developers Ghana
89                                                                            Laravel Developers Ghana;Hacklab Foundation
90                                                                                       Laravel Developers Ghana;Node.js
91                                          Laravel Developers Ghana;PHP Loung;PHP Grammers;Flutter Ghana;IoT Network Hub
92  Matlab Users;Integrators ---LinkedIn;Python Data Science;Machine Learning;Natural Language Processing ------ LinkedIn
93                                                                                                                   MEST
94                                                                                                   Microsoft User Group
95                                                                                                              Program-X
96                                                                                                         PyLadies Ghana
97                                                                     PyLadies Ghana;Developers in Vogue;IoT Network Hub
98                                                                  PyLadies Ghana;Developers in Vogue;Pycon Africa.;YAAW
99                                                                                            PyLadies Ghana;Django Girls
100                                                                                                 PyLadies Ghana;MUG_GH
101                                                                       PyLadies Ghana;OpenSource Knowledge;GHTechNerds
102                                                                                           PyLadies Ghana;Python Ghana
103                                                                       PyLadies Ghana;Python Ghana;Developers in Vogue
104                                                                                                         Python Africa
105                                                                                                     Python Cape Coast
106                                                                                          Python Cape Coast;Code coast
107                                                                                                          Python Ghana
108                                                                                              Python Ghana;DevCongress
109                                               Python Ghana;Developer Student Club;Women TechMakers;Hacklab Foundation
110                                                                                                      React Developers
111                                                                              She Code Africa;Python Ghana;Global Code
112                                                                                                                 Slack
113                                                                                                Stack Exchange;DevPost
114                                                                                                        Stack Overflow
115                                                                         Stack Overflow;Angular Developers;Real Python
116                                                                                                 Stack Overflow;GitHub
117                                                            Stack Overflow;IIPGH dev community;company slack community
118                                                                     Stack Overflow;Microsoft Learn Student Ambassador
119                                                                                  Stack Overflow;Spiceworks;HackerRank
120                                                                                              Students Scholar Network
121                                                               Unity forums;Game dev stack exchange;Gamedev.net forums
122                                                                                Zero to Mastery;Academind;Python Ghana
123                                                                                                                  <NA>
      n        perc perc_label
1     2 0.007352941       0.7%
2     1 0.003676471       0.4%
3     1 0.003676471       0.4%
4     1 0.003676471       0.4%
5     1 0.003676471       0.4%
6     1 0.003676471       0.4%
7     1 0.003676471       0.4%
8     1 0.003676471       0.4%
9     1 0.003676471       0.4%
10    1 0.003676471       0.4%
11    1 0.003676471       0.4%
12    1 0.003676471       0.4%
13   12 0.044117647       4.4%
14    1 0.003676471       0.4%
15    3 0.011029412       1.1%
16    1 0.003676471       0.4%
17    1 0.003676471       0.4%
18    1 0.003676471       0.4%
19    1 0.003676471       0.4%
20    1 0.003676471       0.4%
21    1 0.003676471       0.4%
22    1 0.003676471       0.4%
23    1 0.003676471       0.4%
24    2 0.007352941       0.7%
25    1 0.003676471       0.4%
26    1 0.003676471       0.4%
27    1 0.003676471       0.4%
28    2 0.007352941       0.7%
29    1 0.003676471       0.4%
30    3 0.011029412       1.1%
31    1 0.003676471       0.4%
32    1 0.003676471       0.4%
33    1 0.003676471       0.4%
34    1 0.003676471       0.4%
35    1 0.003676471       0.4%
36    4 0.014705882       1.5%
37    2 0.007352941       0.7%
38    1 0.003676471       0.4%
39    1 0.003676471       0.4%
40    1 0.003676471       0.4%
41    1 0.003676471       0.4%
42    2 0.007352941       0.7%
43    1 0.003676471       0.4%
44    1 0.003676471       0.4%
45    1 0.003676471       0.4%
46    1 0.003676471       0.4%
47    2 0.007352941       0.7%
48    1 0.003676471       0.4%
49    1 0.003676471       0.4%
50    1 0.003676471       0.4%
51    1 0.003676471       0.4%
52    1 0.003676471       0.4%
53    1 0.003676471       0.4%
54    1 0.003676471       0.4%
55    1 0.003676471       0.4%
56    1 0.003676471       0.4%
57    1 0.003676471       0.4%
58    6 0.022058824       2.2%
59    1 0.003676471       0.4%
60    1 0.003676471       0.4%
61    1 0.003676471       0.4%
62    1 0.003676471       0.4%
63    1 0.003676471       0.4%
64    1 0.003676471       0.4%
65    1 0.003676471       0.4%
66    1 0.003676471       0.4%
67    1 0.003676471       0.4%
68    1 0.003676471       0.4%
69    1 0.003676471       0.4%
70    3 0.011029412       1.1%
71    1 0.003676471       0.4%
72    1 0.003676471       0.4%
73    1 0.003676471       0.4%
74    1 0.003676471       0.4%
75    1 0.003676471       0.4%
76    1 0.003676471       0.4%
77    1 0.003676471       0.4%
78    1 0.003676471       0.4%
79    1 0.003676471       0.4%
80    1 0.003676471       0.4%
81    1 0.003676471       0.4%
82    1 0.003676471       0.4%
83    1 0.003676471       0.4%
84    1 0.003676471       0.4%
85    1 0.003676471       0.4%
86    1 0.003676471       0.4%
87    1 0.003676471       0.4%
88    1 0.003676471       0.4%
89    1 0.003676471       0.4%
90    1 0.003676471       0.4%
91    1 0.003676471       0.4%
92    1 0.003676471       0.4%
93    1 0.003676471       0.4%
94    1 0.003676471       0.4%
95    1 0.003676471       0.4%
96    5 0.018382353       1.8%
97    1 0.003676471       0.4%
98    1 0.003676471       0.4%
99    1 0.003676471       0.4%
100   1 0.003676471       0.4%
101   1 0.003676471       0.4%
102   1 0.003676471       0.4%
103   1 0.003676471       0.4%
104   1 0.003676471       0.4%
105   1 0.003676471       0.4%
106   1 0.003676471       0.4%
107   4 0.014705882       1.5%
108   2 0.007352941       0.7%
109   1 0.003676471       0.4%
110   1 0.003676471       0.4%
111   1 0.003676471       0.4%
112   1 0.003676471       0.4%
113   1 0.003676471       0.4%
114   5 0.018382353       1.8%
115   1 0.003676471       0.4%
116   1 0.003676471       0.4%
117   1 0.003676471       0.4%
118   1 0.003676471       0.4%
119   1 0.003676471       0.4%
120   1 0.003676471       0.4%
121   1 0.003676471       0.4%
122   1 0.003676471       0.4%
123 107 0.393382353      39.3%

Skills

-> some cleaning needed.

                         tool   n
1                          AI   1
2                     android 272
3                     Android   1
4                     angular 272
5                     Angular   1
6                     arduino 272
7                       Asana   1
8                     asp_net 272
9                         aws 272
10                        AWS   1
11          Bash shell script   1
12                 Blockchain   2
13                          c 272
14                        c_2 272
15                   c_number 272
16                        CSS   1
17                    deno_js 272
18                     django 272
19                     docker 272
20                     Elixir   1
21            Ethical Hacking   1
22                    express 272
23         facebook_workplace 272
24                    FastAPI   1
25                   Firebase   1
26                      Flask   5
27                    flutter 272
28                    git_hub 272
29                    git_lab 272
30                      Godot   1
31                     Golang  17
32      Google Cloud Platform   1
33      google_cloud_platform 272
34 google_suite_docs_meet_etc 272
35                    Haskell   1
36                     heroku 272
37                       HTML   2
38                   html_css 272
39                       i_os 272
40        ibm_cloud_or_watson 272
41         Internet-of-Things   1
42                    j_query 272
43                       java 272
44                       Java   1
45                java_script 272
46                 JavaScript  10
47                       jira 272
48                     kotlin 272
49                     Kotlin   1
50                    laravel 272
51                      linux 272
52                        Lua   2
53                     mac_os 272
54                     MATLAB   1
55            microsoft_azure 272
56           microsoft_azure2 272
57            microsoft_teams 272
58                      ML/AI   1
59                        net 272
60                   net_core 272
61                    node_js 272
62                    Node.js   1
63                      Ocaml   2
64                        php 272
65                     puppet 272
66                     python 272
67                     Python  19
68                         Qt   1
69                          R   2
70               raspberry_pi 272
71                   react_js 272
72               react_native 272
73                       ruby 272
74              ruby_on_rails 272
75                       Rust   3
76                   Sails.js   1
77                      Scala   1
78                Sckit-learn   1
79                   Selenium   1
80                      slack 272
81                   Solidity   1
82                     spring 272
83                        sql 272
84   stack_overflow_for_teams 272
85                      swift 272
86                     trello 272
87                type_script 272
88                      Unity   1
89                    Unity3D   1
90                     vue_js 272
91                    windows 272
92                 word_press 272
93                         XD   1
94                       <NA> 210

Q.8 Which programming, scripting and markup languages have you done extensive development work in over the past year, and which do you want to work in over the next year? (If you both worked with the language and want to continue to do so, please check both)

# A tibble: 7 x 3
# Groups:   tool [4]
  tool       level                           n
  <chr>      <chr>                       <int>
1 Java       Both                            1
2 JavaScript Both                            8
3 JavaScript Want to work with NEXT year     2
4 Kotlin     Both                            1
5 Python     Both                           11
6 Python     Want to work with NEXT year     4
7 Python     Worked with it THIS year        4